Academic information retrieval using citation clusters: in-depth evaluation based on systematic reviews
The field of science mapping has shown the power of citation-based clusters for literature
analysis, yet this technique has barely been used for information retrieval tasks. This work …
analysis, yet this technique has barely been used for information retrieval tasks. This work …
level classification of scientific publications: A comparison of deep learning, direct citation and bibliographic coupling
M Rivest, E Vignola-Gagné, É Archambault - PloS one, 2021 - journals.plos.org
Classification schemes for scientific activity and publications underpin a large swath of
research evaluation practices at the organizational, governmental, and national levels …
research evaluation practices at the organizational, governmental, and national levels …
Artificial intelligence technologies to support research assessment: A review
K Kousha, M Thelwall - arXiv preprint arXiv:2212.06574, 2022 - arxiv.org
This literature review identifies indicators that associate with higher impact or higher quality
research from article text (eg, titles, abstracts, lengths, cited references and readability) or …
research from article text (eg, titles, abstracts, lengths, cited references and readability) or …
A principled methodology for comparing relatedness measures for clustering publications
L Waltman, KW Boyack, G Colavizza… - Quantitative Science …, 2020 - direct.mit.edu
There are many different relatedness measures, based for instance on citation relations or
textual similarity, that can be used to cluster scientific publications. We propose a principled …
textual similarity, that can be used to cluster scientific publications. We propose a principled …
The association between topic growth and citation impact of research publications
P Sjögårde, F Didegah - Scientometrics, 2022 - Springer
Citations are used for research evaluation, and it is therefore important to know which factors
influence or associate with citation impact of articles. Several citation factors have been …
influence or associate with citation impact of articles. Several citation factors have been …
A detailed open access model of the PubMed literature
Portfolio analysis is a fundamental practice of organizational leadership and is a necessary
precursor of strategic planning. Successful application requires a highly detailed model of …
precursor of strategic planning. Successful application requires a highly detailed model of …
Enhancing direct citations: A comparison of relatedness measures for community detection in a large set of PubMed publications
P Ahlgren, Y Chen, C Colliander… - Quantitative Science …, 2020 - direct.mit.edu
The effects of enhancing direct citations, with respect to publication–publication relatedness
measurement, by indirect citation relations (bibliographic coupling, cocitation, and extended …
measurement, by indirect citation relations (bibliographic coupling, cocitation, and extended …
Fine-grained classification of social science journal articles using textual data: A comparison of supervised machine learning approaches
We compare two supervised machine learning algorithms—Multinomial Naïve Bayes and
Gradient Boosting—to classify social science articles using textual data. The high level of …
Gradient Boosting—to classify social science articles using textual data. The high level of …
How to interpret algorithmically constructed topical structures of scientific fields? A case study of citation-based mappings of the research specialty of invasion biology
M Held, T Velden - Quantitative Science Studies, 2022 - direct.mit.edu
Often, bibliometric mapping studies remain at a very abstract level when assessing the
validity or accuracy of the generated maps. In this case study of citation-based mappings of …
validity or accuracy of the generated maps. In this case study of citation-based mappings of …
Center–periphery structure in research communities
Clustering and community detection in networks are of broad interest and have been the
subject of extensive research that spans several fields. We are interested in the relatively …
subject of extensive research that spans several fields. We are interested in the relatively …